time results from the manner in which the Jacobian matrix for the Newton-Raphson step is computed. Each column is computed by perturbing one of the variables and re-solving the Gauss-Seidel equations to determine the change in the functions VT and VE. An algebraic substi- tution to eliminate all Gauss-Seidel variables, as suggested by Orbach et al. (1972), would greatly reduce the computational effort required. 7.3 Discussion The same set of equations was used for the analysis of both problems. The equations were written so that the only possible output of the bubble point equations, Q, was temperature. This is compatible with the methods traditionally used to solve distillation problems with components having a narrow range of boiling points. When a system having a wide range of boiling points is encountered, it is common practice to rewrite the equations so that the temperature is calculated in an enthalpy balance equation. This was not done fo' the second problem and GENIE generated a Gauss-Seidel solution procedure for that problem. In checking the solution procedure, however, it was found to be non-convergent. The solution procedure was modified, by combining the Newton-Raphson method with the Gauss-Seidel, to improve its convergence characteristics. The new solution procedure was found to be convergent. The presence of extremely large eigenvalues for the convergence matrix, as wras the case for the second problem, can he an indication to the engineer that an algebraic re-arrangement of his model is in order. By examining the expanded coefficient matrix and noLing which non-output terms are much larger than output terms, he can discover the cause of